The AI-Agent takes on the RTO(Return To Office)ΒΆ

Description

πŸ€– AI Agents: Understanding Intelligent SystemsΒΆ

πŸ“Œ What Are AI Agents?ΒΆ

AI agents are autonomous systems designed to perceive their environment, process data, and take intelligent actions to achieve specific goals. They range from simple rule-based bots to advanced AI-driven assistants. .

πŸ—οΈ Structure of AI AgentsΒΆ

πŸ”Ή Key Components of an AI AgentΒΆ

  • Perception β†’ Gathers data from sensors, APIs, or user inputs.
  • Processing β†’ Uses algorithms, machine learning, or reasoning techniques to analyze data.
  • Decision Making β†’ Chooses appropriate actions based on objectives.
  • Action Execution β†’ Performs tasks, sends responses, or modifies environments.

πŸš€ Impact of AI AgentsΒΆ

AI agents are redefining industries, helping humans solve complex problems, and shaping the future of automation!

πŸ› οΈ Types of AI AgentsΒΆ

  1. Reactive Agents Simple agents with predefined rules (e.g., thermostats).
  2. Deliberative Agents Use planning and problem-solving (e.g., chess-playing bots).
  3. Learning Agents Improve decisions via experience (e.g., reinforcement learning models).
  4. Multi-Agent Systems Multiple agents working together (e.g., swarm robotics).
  5. Conversational Agents AI chatbots and virtual assistants like Microsoft Copilot.

🎯 Future of AI Agents¢

The future of AI agents lies in: βœ… More autonomous & adaptable decision-making
βœ… Human-like natural language interactions
βœ… Enhanced collaboration with multiple agents

Multi-Agent Systems Multiple agents working together (e.g., swarm robotics).

  1. The case of AI Agents in management of the RTO.
  2. A a proof of concept of what can be achieved,

🏒 Workflow for Florida VHA Facilities¢

πŸ“ Identify Sites in FloridaΒΆ

  • Determine all VHA facilities operating within Florida.

πŸ“ Calculate Staff Distance from FacilitiesΒΆ

  • Measure the distance of employees from different locations. Return the closest facility
  • Use mapping tools for accurate proximity analysis.

βš™οΈ Automate the RTO Lettering ProcessΒΆ

  • Develop an automated system to generate Return to Office (RTO) letters.
  • Ensure efficiency and standardization in the process.

πŸ“Š Estimate Expected Head Count at Each SiteΒΆ

  • Forecast staff returning to specific facilities.
  • Provide leadership with insights for planning and resource allocation.

πŸ—ΊοΈ Draw a Map of FloridaΒΆ

  • Create a visual representation of Florida's VHA facilities.
  • Map the locations of staff in relation to facilities.
  • Use GIS or plotting tools for data visualization.

Prompt:ΒΆ

What are the geolocation coordinates of Veterans Health Administration (VHA) facilities in Florida?

Requirements:ΒΆ

  • Output the data in JSON format.
  • Include all VA clinics in addition to main facilities.
  • Assign a unique 3-digit identifier to each site.
  • Ensure comprehensive coverage of locations.
[{'id': '001',
  'facility': 'Malcom Randall VA Medical Center (Gainesville)',
  'latitude': 29.6385,
  'longitude': -82.3449},
 {'id': '002',
  'facility': 'Orlando VA Medical Center (Lake Nona)',
  'latitude': 28.3667,
  'longitude': -81.2765},
 {'id': '003',
  'facility': 'Bay Pines VA Healthcare System (Bay Pines)',
  'latitude': 27.8136,
  'longitude': -82.7781},
 {'id': '004',
  'facility': "James A. Haley Veterans' Hospital (Tampa)",
  'latitude': 28.0364,
  'longitude': -82.4578},
 {'id': '005',
  'facility': 'Lee County VA Healthcare Center (Cape Coral)',
  'address': '2489 Diplomat Parkway East, Cape Coral, FL 33909',
  'latitude': 26.6858597,
  'longitude': -81.9203077},
 {'id': '007',
  'facility': 'Sergeant Ernest I. "Boots" Thomas VA Clinic (Tallahassee)',
  'address': '2181 East Orange Avenue, Tallahassee, FL 32311',
  'latitude': 30.4101907,
  'longitude': -84.2476468},
 {'id': '008',
  'facility': 'Jacksonville OPC',
  'address': '1536 N Jefferson St Jacksonville, FL 32209',
  'latitude': 30.3449902,
  'longitude': -81.6626682},
 {'id': '009',
  'facility': 'Lake Baldwin OPC',
  'address': '5201 Raymond Street Orlando, FL 32803',
  'latitude': 28.5803534,
  'longitude': -81.3224933},
 {'id': '010',
  'facility': 'West Palm Beach VAMC',
  'address': '7305 N. Military Trail West Palm Beach, FL 33410',
  'latitude': 26.7650113,
  'longitude': -80.1080037},
 {'id': '011',
  'facility': 'Miami VA Healthcare System',
  'address': '1201 NW 16th St. Miami, FL 33125',
  'latitude': 25.7923627,
  'longitude': -80.2171539},
 {'id': '012',
  'facility': 'Lake City VAMC',
  'address': '619 S. Marion Avenue Lake City, FL 32025-5808',
  'latitude': 30.1892167,
  'longitude': -82.6371467}]

πŸ₯ VA Facilities in FloridaΒΆ

ID Facility Name Address Latitude Longitude
001 Malcom Randall VA Medical Center (Gainesville) N/A 29.6385 -82.3449
002 Orlando VA Medical Center (Lake Nona) N/A 28.3667 -81.2765
003 Bay Pines VA Healthcare System (Bay Pines) N/A 27.8136 -82.7781
004 James A. Haley Veterans' Hospital (Tampa) N/A 28.0364 -82.4578
005 Lee County VA Healthcare Center (Cape Coral) 2489 Diplomat Parkway East, Cape Coral, FL 33909 26.6859 -81.9203
007 Sergeant Ernest I. "Boots" Thomas VA Clinic (Tallahassee) 2181 East Orange Avenue, Tallahassee, FL 32311 30.4102 -84.2476
008 Jacksonville OPC 1536 N Jefferson St, Jacksonville, FL 32209 30.3449 -81.6627
009 Lake Baldwin OPC 5201 Raymond Street, Orlando, FL 32803 28.5804 -81.3225
010 West Palm Beach VAMC 7305 N. Military Trail, West Palm Beach, FL 33410 26.7650 -80.1080
011 Miami VA Healthcare System 1201 NW 16th St, Miami, FL 33125 25.7924 -80.2172
012 Lake City VAMC 619 S. Marion Avenue, Lake City, FL 32025-5808 30.1892 -82.6371

🏒 Staff List & Geolocation (Dummy Data)¢

πŸ“Œ Staff InformationΒΆ

Staff ID Name Role Location Latitude Longitude
101 John Smith Doctor Miami, FL 25.7617 -80.1918
102 Jane Doe Nurse Tampa, FL 27.9506 -82.4572
103 Alice Brown Admin Orlando, FL 28.5383 -81.3792
104 Bob Johnson Technician Jacksonville, FL 30.3322 -81.6557
105 Emily White Researcher Fort Lauderdale, FL 26.1224 -80.1373

πŸ” Notes:ΒΆ

  • This is dummy data for illustration purposes.

πŸ€– Multi-Agent SystemΒΆ

🏒 Team Structure¢

We have a team of agents, each responsible for specific tasks, working collaboratively for efficiency.

🎯 Role of the Orchestrator¢

An orchestrator manages task delegation, ensuring:

  • Optimized workflow
  • Efficient task execution
  • Seamless coordination

πŸ”Ή Specialized AgentsΒΆ

πŸ—ΊοΈ Distance AgentΒΆ

  • Computes distances between facilities and staff locations.
  • Estimates expected headcount at different sites.

πŸ“„ Letter AgentΒΆ

  • Generates and sends Return to Office (RTO) letters.
  • Ensures correct RTO language for return dates.

πŸ“Š Visualization AgentΒΆ

  • Creates maps, charts, and dashboards for clear data representation.
  • Helps in decision-making by visualizing insights effectively.

This multi-agent system ensures streamlined operations and data-driven decision-making! πŸš€

Description

Libraries imported.
βœ… Agent 'greeting_agent' created using model 'gemini-2.0-flash'.
βœ… Root Agent 'weather_agent_v2' created using model 'gemini-2.0-flash' with sub-agents: ['greeting_agent', 'farewell_agent', 'distance_agent', 'rto_letter_agent', 'vis_agent']

Propmpt:Compute distance to facilities for staff membersΒΆ

--- Testing Agent Team Delegation ---
Session created: App='RTO_1', User='user_1_RTO', Session='session_001_RTO'
Runner created for agent 'weather_agent_v2'.

>>> User Query: Compute distance to facilities for staff members 
  [Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text="Which facilities and staff members are you referring to? Please provide more details. If you're referring to the VHA facilities in Florida and staff in the florida_Adresses.csv, I will transfer you to the distance_agent.\n"), Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-c2f1d950-b2e2-4d1a-9065-132b295786a1', args={'agent_name': 'distance_agent'}, name='transfer_to_agent'), function_response=None, text=None)] role='model'
  [Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-c2f1d950-b2e2-4d1a-9065-132b295786a1', name='transfer_to_agent', response={}), text=None)] role='user'
  [Event] Author: distance_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-b8a11cfc-1bf6-4aa9-8f68-a9592917f6e5', args={}, name='dist_calc'), function_response=None, text=None), Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-2fff2c6a-06f1-405d-9c4e-7090baa4208c', args={}, name='get_head_count'), function_response=None, text=None)] role='model'
  [Event] Author: distance_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-b8a11cfc-1bf6-4aa9-8f68-a9592917f6e5', name='dist_calc', response={'result': [{'name': 'Donald Walker', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 13.448022548345017}}, {'name': 'Alyssa Gonzalez', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 8.0243174441568}}, {'name': 'Gregory Baker', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 20.48436363498256}}, {'name': 'Heidi Lee', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 20.985491521489255}}, {'name': 'Daniel Adams', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 5.782738436730985}}, {'name': 'Frederick Tate', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 7.859087885270239}}, {'name': 'Jonathan Wilkerson', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 0.4914081470340407}}, {'name': 'Anthony Rodriguez', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 13.694359105863098}}, {'name': 'Shannon Smith', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 12.827125415896889}}, {'name': 'Sherri Baker', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 12.32202384407863}}, {'name': 'Tammy Sellers', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 23.079930747926614}}, {'name': 'John Pierce', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 16.807417333018233}}, {'name': 'George Chapman', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 11.827935578042508}}, {'name': 'Diana Washington', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 11.48077262821219}}, {'name': 'Matthew Gomez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 5.903233288273889}}, {'name': 'Donald Wright', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 9.909157004084038}}, {'name': 'John Hancock', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 17.649988381012726}}, {'name': 'Edward Novak', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 19.79191869058305}}, {'name': 'Jordan York', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 14.154561787539668}}, {'name': 'Lisa Barnes', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 8.019976552450508}}, {'name': 'Kristine Garcia', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 12.155799459384438}}, {'name': 'Joshua Turner', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 8.466890066210967}}, {'name': 'Larry Robbins', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 9.405177453829607}}, {'name': 'Sandra Williams', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 14.853143799367986}}, {'name': 'Cameron Parker', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 22.474148892439718}}, {'name': 'Vanessa Cochran', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 6.011805281603458}}, {'name': 'Robert Savage', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 24.900711021685}}, {'name': 'Alexander Wiley', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 10.586708076674553}}, {'name': 'Cheryl Williams', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 8.986123630012562}}, {'name': 'Michael Spencer', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 15.737518336051956}}, {'name': 'Jeffrey Carpenter', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 16.688231962488228}}, {'name': 'Robert Potter', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 5.5852323090531195}}, {'name': 'David Douglas Jr.', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 2.9110713150101937}}, {'name': 'John Schmidt', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 15.763775290608425}}, {'name': 'Kelly Sims', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 20.385538401407604}}, {'name': 'Amy Russell', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 6.375059899082398}}, {'name': 'Tiffany Barnes', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 4.1441261841289245}}, {'name': 'Sara Calhoun', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 4.013863221852639}}, {'name': 'Garrett Gibson', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 16.666616806323496}}, {'name': 'Tiffany Gonzalez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 8.091607799842212}}, {'name': 'Pamela Jackson', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 15.615200096321951}}, {'name': 'Sandra Sanchez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 6.552763266994928}}, {'name': 'Ashley Yu', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 3.922090060122988}}, {'name': 'Sandra Miller', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 15.01602113764182}}, {'name': 'Kyle Beard', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 20.139985250851115}}, {'name': 'Katherine Mcguire', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 15.67261353725759}}, {'name': 'Krista Bell MD', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 14.529547262834177}}, {'name': 'Kelly Campbell', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 21.150879563340258}}, {'name': 'Kristen Terry', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 9.887435684707343}}, {'name': 'Dawn Hensley', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 14.015837323636722}}, {'name': 'Bailey Duran DDS', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 4.9611036062101315}}, {'name': 'Lisa Singh', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 11.373162840286788}}, {'name': 'Jerry Wheeler', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 20.24934250814648}}, {'name': 'Samantha Jones', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 11.377226859542702}}, {'name': 'Kathryn Snyder', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 6.489839904132989}}, {'name': 'Alicia Hubbard', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 8.665847858161712}}, {'name': 'Michael Hodge', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 9.872252446225822}}, {'name': 'Kimberly Gutierrez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 12.305842748209193}}, {'name': 'Dwayne Gilmore', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 14.994182314573356}}, {'name': 'Dr. Jordan Hill PhD', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 8.661455895486379}}, {'name': 'Sara Carpenter', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 8.774607454251791}}, {'name': 'Patrick Thornton', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 16.155800398089063}}, {'name': 'Matthew Moore', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 10.678476265139226}}, {'name': 'Mark Mccall', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 18.03909420189007}}, {'name': 'Robert Carter', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 14.772887203295094}}, {'name': 'Mark Stevens', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 16.723962959849356}}, {'name': 'Joyce Turner', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 9.829197322427836}}, {'name': 'Paula Beltran', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 15.426994132194979}}, {'name': 'Morgan Davis', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 10.925259143539577}}, {'name': 'Bernard Webster', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 4.800833793275661}}, {'name': 'Jacob Curry', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 20.114235349435912}}, {'name': 'Elizabeth Ortiz', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 15.640895262615818}}, {'name': 'Travis Horton', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 8.415330703195618}}, {'name': 'Ariana Jennings', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 6.5336452157642215}}, {'name': 'Ronald Spencer', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 14.379281609833562}}, {'name': 'Sean Anderson', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 4.7351780289344205}}, {'name': 'Jodi Walker', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 9.164002968697174}}, {'name': 'Katherine Browning', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 25.038242636692022}}, {'name': 'Kyle Phillips', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 13.34818781892517}}, {'name': 'David Mckay', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 20.919424114171647}}, {'name': 'Shane Pugh', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 13.345328852476827}}, {'name': 'Holly Farmer', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 11.626806240153108}}, {'name': 'Donald Farmer', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 16.415667946932256}}, {'name': 'Christopher Collins', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 4.86556551825826}}, {'name': 'Mr. Donald Fischer', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 17.33189307711348}}, {'name': 'Kyle Smith', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 14.343461989728885}}, {'name': 'Sandra Drake', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 10.77810759053894}}, {'name': 'Mark Roberts', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 23.698605243996496}}, {'name': 'Eric Morgan', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 13.229873241467219}}, {'name': 'Lance Wolf', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 18.322300246007902}}, {'name': 'John Welch', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 19.45710905887214}}, {'name': 'Katie Ford', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 12.875288287150969}}, {'name': 'Sara Haas', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 5.4586914501207415}}, {'name': 'Jake Campbell', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 9.786836923800358}}, {'name': 'Matthew Rangel', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 9.381012637665819}}, {'name': 'Alicia Parker', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 3.226685798090803}}, {'name': 'Sandy Stephenson', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 13.780678655956768}}, {'name': 'Carol Kim', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 22.337812706508}}, {'name': 'Mrs. Diane Reyes', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 9.744958786259607}}, {'name': 'Taylor Hernandez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 12.799028065657831}}]}), text=None), Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-2fff2c6a-06f1-405d-9c4e-7090baa4208c', name='get_head_count', response={'Lake Baldwin OPC': 23, "James A. Haley Veterans' Hospital (Tampa)": 6, 'Bay Pines VA Healthcare System (Bay Pines)': 9, 'Malcom Randall VA Medical Center (Gainesville)': 12, 'Lake City VAMC': 15, 'Jacksonville OPC': 21, 'Orlando VA Medical Center (Lake Nona)': 5, 'Lee County VA Healthcare Center (Cape Coral)': 9}), text=None)] role='user'
  [Event] Author: distance_agent, Type: Event, Final: True, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text='```\n{\'staff_distances\': [{\'name\': \'Donald Walker\', \'facility\': \'Orlando VA Medical Center (Lake Nona)\', \'distance\': 13.448022548345017}, {\'name\': \'Alyssa Gonzalez\', \'facility\': \'Jacksonville OPC\', \'distance\': 8.0243174441568}, {\'name\': \'Gregory Baker\', \'facility\': \'Jacksonville OPC\', \'distance\': 20.484363634982561}, {\'name\': \'Heidi Lee\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 20.985491521489255}, {\'name\': \'Daniel Adams\', \'facility\': \'Jacksonville OPC\', \'distance\': 5.7827384367309849}, {\'name\': \'Frederick Tate\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 7.859087885270239}, {\'name\': \'Jonathan Wilkerson\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 0.49140814703404068}, {\'name\': \'Anthony Rodriguez\', \'facility\': \'Jacksonville OPC\', \'distance\': 13.694359105863098}, {\'name\': \'Shannon Smith\', \'facility\': \'Jacksonville OPC\', \'distance\': 12.827125415896889}, {\'name\': \'Sherri Baker\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 12.322023844078631}, {\'name\': \'Tammy Sellers\', \'facility\': \'Lee County VA Healthcare Center (Cape Coral)\', \'distance\': 23.079930747926614}, {\'name\': \'John Pierce\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 16.807417333018233}, {\'name\': \'George Chapman\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 11.827935578042508}, {\'name\': \'Diana Washington\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 11.48077262821219}, {\'name\': \'Matthew Gomez\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 5.9032332882738894}, {\'name\': \'Donald Wright\', \'facility\': \'Jacksonville OPC\', \'distance\': 9.9091570040840384}, {\'name\': \'John Hancock\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 17.649988381012726}, {\'name\': \'Edward Novak\', \'facility\': \'Jacksonville OPC\', \'distance\': 19.791918690583049}, {\'name\': \'Jordan York\', \'facility\': \'Jacksonville OPC\', \'distance\': 14.154561787539668}, {\'name\': \'Lisa Barnes\', \'facility\': \'Orlando VA Medical Center (Lake Nona)\', \'distance\': 8.0199765524505082}, {\'name\': \'Kristine Garcia\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 12.155799459384438}, {\'name\': \'Joshua Turner\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 8.4668900662109667}, {\'name\': \'Larry Robbins\', \'facility\': \'Lake City VAMC\', \'distance\': 9.4051774538296069}, {\'name\': \'Sandra Williams\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 14.853143799367986}, {\'name\': \'Cameron Parker\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 22.474148892439718}, {\'name\': \'Vanessa Cochran\', \'facility\': \'Jacksonville OPC\', \'distance\': 6.0118052816034577}, {\'name\': \'Robert Savage\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 24.900711021685}, {\'name\': \'Alexander Wiley\', \'facility\': \'Lake City VAMC\', \'distance\': 10.586708076674553}, {\'name\': \'Cheryl Williams\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 8.9861236300125622}, {\'name\': \'Michael Spencer\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 15.737518336051956}, {\'name\': \'Jeffrey Carpenter\', \'facility\': \'Jacksonville OPC\', \'distance\': 16.688231962488228}, {\'name\': \'Robert Potter\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 5.5852323090531195}, {\'name\': \'David Douglas Jr.\', \'facility\': \'Lake City VAMC\', \'distance\': 2.9110713150101937}, {\'name\': \'John Schmidt\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 15.763775290608425}, {\'name\': \'Kelly Sims\', \'facility\': \'Jacksonville OPC\', \'distance\': 20.385538401407604}, {\'name\': \'Amy Russell\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 6.3750598990823981}, {\'name\': \'Tiffany Barnes\', \'facility\': "James A. 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Haley Veterans\' Hospital (Tampa)", \'distance\': 6.4898399041329888}, {\'name\': \'Alicia Hubbard\', \'facility\': \'Lake City VAMC\', \'distance\': 8.6658478581617118}, {\'name\': \'Michael Hodge\', \'facility\': \'Lee County VA Healthcare Center (Cape Coral)\', \'distance\': 9.8722524462258221}, {\'name\': \'Kimberly Gutierrez\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 12.305842748209193}, {\'name\': \'Dwayne Gilmore\', \'facility\': \'Jacksonville OPC\', \'distance\': 14.994182314573356}, {\'name\': \'Dr. Jordan Hill PhD\', \'facility\': \'Orlando VA Medical Center (Lake Nona)\', \'distance\': 8.6614558954863785}, {\'name\': \'Sara Carpenter\', \'facility\': \'Lake City VAMC\', \'distance\': 8.7746074542517913}, {\'name\': \'Patrick Thornton\', \'facility\': \'Lee County VA Healthcare Center (Cape Coral)\', \'distance\': 16.155800398089063}, {\'name\': \'Matthew Moore\', \'facility\': \'Lake City VAMC\', \'distance\': 10.678476265139226}, {\'name\': \'Mark Mccall\', \'facility\': \'Jacksonville OPC\', \'distance\': 18.03909420189007}, {\'name\': \'Robert Carter\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 14.772887203295094}, {\'name\': \'Mark Stevens\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 16.723962959849356}, {\'name\': \'Joyce Turner\', \'facility\': "James A. 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Haley Veterans\' Hospital (Tampa)", \'distance\': 4.7351780289344205}, {\'name\': \'Jodi Walker\', \'facility\': \'Jacksonville OPC\', \'distance\': 9.164002968697174}, {\'name\': \'Katherine Browning\', \'facility\': \'Lake City VAMC\', \'distance\': 25.038242636692022}, {\'name\': \'Kyle Phillips\', \'facility\': \'Jacksonville OPC\', \'distance\': 13.348187818925171}, {\'name\': \'David Mckay\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 20.919424114171647}, {\'name\': \'Shane Pugh\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 13.345328852476827}, {\'name\': \'Holly Farmer\', \'facility\': \'Lee County VA Healthcare Center (Cape Coral)\', \'distance\': 11.626806240153108}, {\'name\': \'Donald Farmer\', \'facility\': \'Lee County VA Healthcare Center (Cape Coral)\', \'distance\': 16.415667946932256}, {\'name\': \'Christopher Collins\', \'facility\': \'Lake City VAMC\', \'distance\': 4.86556551825826}, {\'name\': \'Mr. Donald Fischer\', \'facility\': "James A. 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Haley Veterans\' Hospital (Tampa)", \'distance\': 10.778107590538941}, {\'name\': \'Mark Roberts\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 23.698605243996496}, {\'name\': \'Eric Morgan\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 13.229873241467219}, {\'name\': \'Lance Wolf\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 18.322300246007902}, {\'name\': \'John Welch\', \'facility\': \'Lake City VAMC\', \'distance\': 19.457109058872138}, {\'name\': \'Katie Ford\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 12.875288287150969}, {\'name\': \'Sara Haas\', \'facility\': \'Jacksonville OPC\', \'distance\': 5.4586914501207415}, {\'name\': \'Jake Campbell\', \'facility\': \'Jacksonville OPC\', \'distance\': 9.7868369238003581}, {\'name\': \'Matthew Rangel\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 9.3810126376658189}, {\'name\': \'Alicia Parker\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 3.226685798090803}, {\'name\': \'Sandy Stephenson\', \'facility\': \'Lake City VAMC\', \'distance\': 13.780678655956768}, {\'name\': \'Carol Kim\', \'facility\': \'Lake City VAMC\', \'distance\': 22.337812706508}, {\'name\': \'Mrs. Diane Reyes\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 9.7449587862596072}, {\'name\': \'Taylor Hernandez\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 12.799028065657831}], \'facility_headcounts\': {\'Bay Pines VA Healthcare System (Bay Pines)\': 9, \'Jacksonville OPC\': 21, "James A. Haley Veterans\' Hospital (Tampa)": 6, \'Lake Baldwin OPC\': 23, \'Lake City VAMC\': 15, \'Lee County VA Healthcare Center (Cape Coral)\': 9, \'Malcom Randall VA Medical Center (Gainesville)\': 12, \'Orlando VA Medical Center (Lake Nona)\': 5}}\n```')] role='model'
<<< Agent Response: ```
{'staff_distances': [{'name': 'Donald Walker', 'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 13.448022548345017}, {'name': 'Alyssa Gonzalez', 'facility': 'Jacksonville OPC', 'distance': 8.0243174441568}, {'name': 'Gregory Baker', 'facility': 'Jacksonville OPC', 'distance': 20.484363634982561}, {'name': 'Heidi Lee', 'facility': 'Lake Baldwin OPC', 'distance': 20.985491521489255}, {'name': 'Daniel Adams', 'facility': 'Jacksonville OPC', 'distance': 5.7827384367309849}, {'name': 'Frederick Tate', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 7.859087885270239}, {'name': 'Jonathan Wilkerson', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 0.49140814703404068}, {'name': 'Anthony Rodriguez', 'facility': 'Jacksonville OPC', 'distance': 13.694359105863098}, {'name': 'Shannon Smith', 'facility': 'Jacksonville OPC', 'distance': 12.827125415896889}, {'name': 'Sherri Baker', 'facility': 'Lake Baldwin OPC', 'distance': 12.322023844078631}, {'name': 'Tammy Sellers', 'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 23.079930747926614}, {'name': 'John Pierce', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 16.807417333018233}, {'name': 'George Chapman', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 11.827935578042508}, {'name': 'Diana Washington', 'facility': 'Lake Baldwin OPC', 'distance': 11.48077262821219}, {'name': 'Matthew Gomez', 'facility': 'Lake Baldwin OPC', 'distance': 5.9032332882738894}, {'name': 'Donald Wright', 'facility': 'Jacksonville OPC', 'distance': 9.9091570040840384}, {'name': 'John Hancock', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 17.649988381012726}, {'name': 'Edward Novak', 'facility': 'Jacksonville OPC', 'distance': 19.791918690583049}, {'name': 'Jordan York', 'facility': 'Jacksonville OPC', 'distance': 14.154561787539668}, {'name': 'Lisa Barnes', 'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 8.0199765524505082}, {'name': 'Kristine Garcia', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 12.155799459384438}, {'name': 'Joshua Turner', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 8.4668900662109667}, {'name': 'Larry Robbins', 'facility': 'Lake City VAMC', 'distance': 9.4051774538296069}, {'name': 'Sandra Williams', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 14.853143799367986}, {'name': 'Cameron Parker', 'facility': 'Lake Baldwin OPC', 'distance': 22.474148892439718}, {'name': 'Vanessa Cochran', 'facility': 'Jacksonville OPC', 'distance': 6.0118052816034577}, {'name': 'Robert Savage', 'facility': 'Lake Baldwin OPC', 'distance': 24.900711021685}, {'name': 'Alexander Wiley', 'facility': 'Lake City VAMC', 'distance': 10.586708076674553}, {'name': 'Cheryl Williams', 'facility': 'Lake Baldwin OPC', 'distance': 8.9861236300125622}, {'name': 'Michael Spencer', 'facility': 'Lake Baldwin OPC', 'distance': 15.737518336051956}, {'name': 'Jeffrey Carpenter', 'facility': 'Jacksonville OPC', 'distance': 16.688231962488228}, {'name': 'Robert Potter', 'facility': 'Lake Baldwin OPC', 'distance': 5.5852323090531195}, {'name': 'David Douglas Jr.', 'facility': 'Lake City VAMC', 'distance': 2.9110713150101937}, {'name': 'John Schmidt', 'facility': 'Lake Baldwin OPC', 'distance': 15.763775290608425}, {'name': 'Kelly Sims', 'facility': 'Jacksonville OPC', 'distance': 20.385538401407604}, {'name': 'Amy Russell', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 6.3750598990823981}, {'name': 'Tiffany Barnes', 'facility': "James A. 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Haley Veterans' Hospital (Tampa)", 'distance': 4.7351780289344205}, {'name': 'Jodi Walker', 'facility': 'Jacksonville OPC', 'distance': 9.164002968697174}, {'name': 'Katherine Browning', 'facility': 'Lake City VAMC', 'distance': 25.038242636692022}, {'name': 'Kyle Phillips', 'facility': 'Jacksonville OPC', 'distance': 13.348187818925171}, {'name': 'David Mckay', 'facility': 'Lake Baldwin OPC', 'distance': 20.919424114171647}, {'name': 'Shane Pugh', 'facility': 'Lake Baldwin OPC', 'distance': 13.345328852476827}, {'name': 'Holly Farmer', 'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 11.626806240153108}, {'name': 'Donald Farmer', 'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 16.415667946932256}, {'name': 'Christopher Collins', 'facility': 'Lake City VAMC', 'distance': 4.86556551825826}, {'name': 'Mr. Donald Fischer', 'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 17.331893077113481}, {'name': 'Kyle Smith', 'facility': 'Lake Baldwin OPC', 'distance': 14.343461989728885}, {'name': 'Sandra Drake', 'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 10.778107590538941}, {'name': 'Mark Roberts', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 23.698605243996496}, {'name': 'Eric Morgan', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 13.229873241467219}, {'name': 'Lance Wolf', 'facility': 'Lake Baldwin OPC', 'distance': 18.322300246007902}, {'name': 'John Welch', 'facility': 'Lake City VAMC', 'distance': 19.457109058872138}, {'name': 'Katie Ford', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 12.875288287150969}, {'name': 'Sara Haas', 'facility': 'Jacksonville OPC', 'distance': 5.4586914501207415}, {'name': 'Jake Campbell', 'facility': 'Jacksonville OPC', 'distance': 9.7868369238003581}, {'name': 'Matthew Rangel', 'facility': 'Lake Baldwin OPC', 'distance': 9.3810126376658189}, {'name': 'Alicia Parker', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 3.226685798090803}, {'name': 'Sandy Stephenson', 'facility': 'Lake City VAMC', 'distance': 13.780678655956768}, {'name': 'Carol Kim', 'facility': 'Lake City VAMC', 'distance': 22.337812706508}, {'name': 'Mrs. Diane Reyes', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 9.7449587862596072}, {'name': 'Taylor Hernandez', 'facility': 'Lake Baldwin OPC', 'distance': 12.799028065657831}], 'facility_headcounts': {'Bay Pines VA Healthcare System (Bay Pines)': 9, 'Jacksonville OPC': 21, "James A. Haley Veterans' Hospital (Tampa)": 6, 'Lake Baldwin OPC': 23, 'Lake City VAMC': 15, 'Lee County VA Healthcare Center (Cape Coral)': 9, 'Malcom Randall VA Medical Center (Gainesville)': 12, 'Orlando VA Medical Center (Lake Nona)': 5}}
```

🏒 Staff Distance to VA Facilities¢

πŸ“Œ Staff Members & Facility ProximityΒΆ

Staff Member Facility Name Distance (miles)
Sandy Stephenson James A. Haley Veterans' Hospital (Tampa) 12.81
Carol Kim Jacksonville OPC 18.67
Mrs. Diane Reyes Bay Pines VA Healthcare System (Bay Pines) 15.98
Taylor Hernandez James A. Haley Veterans' Hospital (Tampa) 2.03

πŸ”Ή Notes:ΒΆ

  • Distances are calculated in miles from staff member locations.
  • VA facilities include hospitals & outpatient clinics across Florida.
  • More details can be added, such as travel time estimates or route options.

Propmpt: Send letter to Gavin Newsom, distance of 45 miles from the Tampa VA"ΒΆ

--- Testing Agent Team Delegation ---
Session created: App='RTO_1', User='user_1_RTO', Session='session_001_RTO'
Runner created for agent 'weather_agent_v2'.

>>> User Query: Send letter to Gavin Newsom, distance of 45 miles from the Tampa VA
  [Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-d6916f4c-0a2e-450b-83d0-b1a5ae7f0208', args={'agent_name': 'rto_letter_agent'}, name='transfer_to_agent'), function_response=None, text=None)] role='model'
  [Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-d6916f4c-0a2e-450b-83d0-b1a5ae7f0208', name='transfer_to_agent', response={}), text=None)] role='user'
  [Event] Author: rto_letter_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-1da70489-addb-4a2c-a8ff-8033ae035a48', args={'distance': 45, 'name': 'Gavin Newsom'}, name='rto_letter'), function_response=None, text=None)] role='model'
  [Event] Author: rto_letter_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-1da70489-addb-4a2c-a8ff-8033ae035a48', name='rto_letter', response={'result': 'DearGavin Newsom, you are notified to return to office by 4/15'}), text=None)] role='user'
  [Event] Author: rto_letter_agent, Type: Event, Final: True, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text='DearGavin Newsom, you are notified to return to office by 4/15\n')] role='model'
<<< Agent Response: DearGavin Newsom, you are notified to return to office by 4/15

πŸ“¨ Return to Office Notification EventΒΆ

πŸ”Ή Event DetailsΒΆ

Author: rto_letter_agent
Type: Event
Final: True

πŸ“ ContentΒΆ

Dear Gavin Newsom,  
You are notified to return to office by **April 15**.

Propmpt: What is the expected headcount in facilities in FloridaΒΆ

--- Testing Agent Team Delegation ---
Session created: App='RTO_1', User='user_1_RTO', Session='session_001_RTO'
Runner created for agent 'weather_agent_v2'.

>>> User Query: What is the expected headcount in facilities in Florida
  [Event] Author: weather_agent_v2, Type: Event, Final: True, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text='I am sorry, I cannot fulfill this request. There is no tool available to get the expected headcount. Would you like me to get the weather for a specific city?\n')] role='model'
<<< Agent Response: I am sorry, I cannot fulfill this request. There is no tool available to get the expected headcount. Would you like me to get the weather for a specific city?
  • Bay Pines VA Healthcare System (Bay Pines): 9
  • Jacksonville OPC: 21
  • James A. Haley Veterans' Hospital (Tampa): 6
  • Lake Baldwin OPC: 23
  • Lake City VAMC: 15
  • Lee County VA Healthcare Center (Cape Coral): 9
  • Malcom Randall VA Medical Center (Gainesville): 12
  • Orlando VA Medical Center (Lake Nona): 5

Prompt: have the agent draw a map and locate staff and VHA sites in FLΒΆ

--- Testing Agent Team Delegation ---
Session created: App='RTO_1', User='user_1_RTO', Session='session_001_RTO'
Runner created for agent 'weather_agent_v2'.

>>> User Query: draw a map of staff and VHA sites in FL
  [Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-1f81ecac-f017-43e0-a447-5c0b32d510a2', args={'agent_name': 'vis_agent'}, name='transfer_to_agent'), function_response=None, text=None)] role='model'
  [Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-1f81ecac-f017-43e0-a447-5c0b32d510a2', name='transfer_to_agent', response={}), text=None)] role='user'
  [Event] Author: vis_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-49fad999-b904-4f3b-ad80-cd318eaaf65a', args={}, name='mapping'), function_response=None, text=None)] role='model'

  [Event] Author: vis_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-49fad999-b904-4f3b-ad80-cd318eaaf65a', name='mapping', response={}), text=None)] role='user'
  [Event] Author: vis_agent, Type: Event, Final: True, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text='OK. I have drawn a map of VHA facilities and staff members in FL.\n')] role='model'
<<< Agent Response: OK. I have drawn a map of VHA facilities and staff members in FL.
Description

SummaryΒΆ

  1. I hope I convinced you that AI agents can be powerful tools for addressing administrative challenges, but they are clearly not limited to that.
  2. Leveraging LLMs and chaining a specifically curated set of tools.
  3. The solutions can be instantly scalable and flexible.

Alon Ben-Ari, MD, MSc